The data was taken from Tankerkoenig for the month of July. We identified the top 5 brands in Germany and filtered for all of the stations under these brands. Then we grouped by station id and calculated the average price for diesel, e5 and e10. Since there were so many stations, we took a sample of the most expensive stations and plotted